GC=F_F Report

Dataset statistics

Number of variables	18
Number of observations	2410
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	357.7 KiB
Average record size in memory	152.0 B

Variable types

DateTime	1
TimeSeries	15
Numeric	2

Timeseries statistics

Number of series	15
Time series length	2410
Starting point	2010-01-26 00:00:00
Ending point	2019-08-26 00:00:00
Period	1 day, 10 hours and 51 minutes

Alerts

`AD` is highly overall correlated with `EMA` and 7 other fields	High correlation
`ATR` is highly overall correlated with `NATR` and 2 other fields	High correlation
`CMO` is highly overall correlated with `ROC` and 1 other fields	High correlation
`EMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`KAMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`MA` is highly overall correlated with `AD` and 6 other fields	High correlation
`MidPrice` is highly overall correlated with `AD` and 6 other fields	High correlation
`NATR` is highly overall correlated with `ATR` and 1 other fields	High correlation
`OBV` is highly overall correlated with `AD` and 1 other fields	High correlation
`ROC` is highly overall correlated with `CMO` and 1 other fields	High correlation
`TRANGE` is highly overall correlated with `ATR` and 1 other fields	High correlation
`TSF` is highly overall correlated with `AD` and 6 other fields	High correlation
`WILLR` is highly overall correlated with `CMO` and 1 other fields	High correlation
`WMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`close` is highly overall correlated with `AD` and 6 other fields	High correlation
`close` is non stationary	Non stationary
`MA` is non stationary	Non stationary
`EMA` is non stationary	Non stationary
`KAMA` is non stationary	Non stationary
`WMA` is non stationary	Non stationary
`MidPrice` is non stationary	Non stationary
`AD` is non stationary	Non stationary
`OBV` is non stationary	Non stationary
`NATR` is non stationary	Non stationary
`ATR` is non stationary	Non stationary
`TSF` is non stationary	Non stationary
`close` is seasonal	Seasonal
`MA` is seasonal	Seasonal
`EMA` is seasonal	Seasonal
`KAMA` is seasonal	Seasonal
`WMA` is seasonal	Seasonal
`MidPrice` is seasonal	Seasonal
`AD` is seasonal	Seasonal
`OBV` is seasonal	Seasonal
`NATR` is seasonal	Seasonal
`ATR` is seasonal	Seasonal
`Date` has unique values	Unique
`EMA` has unique values	Unique
`KAMA` has unique values	Unique
`WMA` has unique values	Unique
`NATR` has unique values	Unique
`ATR` has unique values	Unique
`TSF` has unique values	Unique
`BOP` has 258 (10.7%) zeros	Zeros
`WILLR` has 43 (1.8%) zeros	Zeros

Reproduction

Analysis started	2026-02-02 00:39:12.133217
Analysis finished	2026-02-02 00:39:33.289849
Duration	21.16 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2410
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.7 KiB

Minimum	2010-01-26 00:00:00
Maximum	2019-08-26 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	1854
Distinct (%)	76.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1343.0295
Minimum	1050.8
Maximum	1888.7
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1050.8
5-th percentile	1118.435
Q1	1223.7
median	1290.1
Q3	1407.625
95-th percentile	1720.515
Maximum	1888.7
Range	837.8999
Interquartile range (IQR)	183.92508

Descriptive statistics

Standard deviation	179.84875
Coefficient of variation (CV)	0.13391273
Kurtosis	0.053299106
Mean	1343.0295
Median Absolute Deviation (MAD)	78.950012
Skewness	0.98726727
Sum	3236701.1
Variance	32345.573
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.293181298

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1273.699951	6	0.2%
1313.699951	5	0.2%
1291.599976	4	0.2%
1293.300049	4	0.2%
1225.300049	4	0.2%
1251.699951	4	0.2%
1319	4	0.2%
1294.699951	4	0.2%
1324.699951	4	0.2%
1253.800049	4	0.2%
Other values (1844)	2367	98.2%

Value	Count	Frequency (%)
1050.800049	1	< 0.1%
1052.199951	1	< 0.1%
1054.199951	1	< 0.1%
1056.199951	1	< 0.1%
1060.099976	1	< 0.1%
1060.300049	1	< 0.1%
1061.699951	1	< 0.1%
1062.400024	1	< 0.1%
1062.900024	1	< 0.1%
1063.800049	1	< 0.1%

Value	Count	Frequency (%)
1888.699951	1	< 0.1%
1873.699951	1	< 0.1%
1869.900024	1	< 0.1%
1858.300049	1	< 0.1%
1856.400024	1	< 0.1%
1854.400024	1	< 0.1%
1848.900024	1	< 0.1%
1828.5	1	< 0.1%
1826.800049	1	< 0.1%
1826.699951	1	< 0.1%

ACF and PACF

MA
Numeric time series

High correlation Non stationary Seasonal

Distinct	2383
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.28
Minimum	1066.77
Maximum	1838.65
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1066.77
5-th percentile	1117.563
Q1	1223.79
median	1291.295
Q3	1398.35
95-th percentile	1719.9665
Maximum	1838.65
Range	771.87999
Interquartile range (IQR)	174.55999

Descriptive statistics

Standard deviation	179.10395
Coefficient of variation (CV)	0.13343263
Kurtosis	0.021822608
Mean	1342.28
Median Absolute Deviation (MAD)	78.840009
Skewness	0.98906547
Sum	3234894.7
Variance	32078.224
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4677410783

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1229.38999	2	0.1%
1398.349988	2	0.1%
1236.859998	2	0.1%
1067.420007	2	0.1%
1203.879993	2	0.1%
1070.920007	2	0.1%
1259.81001	2	0.1%
1292.709998	2	0.1%
1279.000012	2	0.1%
1197.740002	2	0.1%
Other values (2373)	2390	99.2%

Value	Count	Frequency (%)
1066.770007	1	< 0.1%
1067.420007	2	0.1%
1067.480017	1	< 0.1%
1068.370007	1	< 0.1%
1068.7	1	< 0.1%
1068.870007	1	< 0.1%
1068.930017	1	< 0.1%
1068.959998	1	< 0.1%
1069.640002	1	< 0.1%
1069.870007	1	< 0.1%

Value	Count	Frequency (%)
1838.65	1	< 0.1%
1838.330005	1	< 0.1%
1834.809998	1	< 0.1%
1833.330005	1	< 0.1%
1833.229993	1	< 0.1%
1831.940002	1	< 0.1%
1823.569995	1	< 0.1%
1822.21001	1	< 0.1%
1819.829993	1	< 0.1%
1817.95	1	< 0.1%

ACF and PACF

EMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2410
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.2948
Minimum	1066.7509
Maximum	1835.3699
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1066.7509
5-th percentile	1117.6645
Q1	1223.6105
median	1291.0055
Q3	1397.7595
95-th percentile	1719.1343
Maximum	1835.3699
Range	768.61902
Interquartile range (IQR)	174.14906

Descriptive statistics

Standard deviation	178.68313
Coefficient of variation (CV)	0.13311765
Kurtosis	0.00040675311
Mean	1342.2948
Median Absolute Deviation (MAD)	77.412322
Skewness	0.9879778
Sum	3234930.4
Variance	31927.66
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.321133288

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1111.457679	1	< 0.1%
1106.538106	1	< 0.1%
1102.367537	1	< 0.1%
1098.846166	1	< 0.1%
1099.837781	1	< 0.1%
1103.030916	1	< 0.1%
1104.552572	1	< 0.1%
1096.888473	1	< 0.1%
1088.763287	1	< 0.1%
1084.569953	1	< 0.1%
Other values (2400)	2400	99.6%

Value	Count	Frequency (%)
1066.750856	1	< 0.1%
1067.674193	1	< 0.1%
1067.87328	1	< 0.1%
1068.001803	1	< 0.1%
1068.598713	1	< 0.1%
1069.780761	1	< 0.1%
1069.977973	1	< 0.1%
1070.260708	1	< 0.1%
1070.442861	1	< 0.1%
1070.452062	1	< 0.1%

Value	Count	Frequency (%)
1835.369873	1	< 0.1%
1830.738991	1	< 0.1%
1830.696506	1	< 0.1%
1830.02282	1	< 0.1%
1828.836853	1	< 0.1%
1827.924415	1	< 0.1%
1825.429058	1	< 0.1%
1819.684698	1	< 0.1%
1818.596501	1	< 0.1%
1818.305657	1	< 0.1%

ACF and PACF

KAMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2410
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1343.1664
Minimum	1071.6528
Maximum	1818.3011
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1071.6528
5-th percentile	1112.1432
Q1	1221.4794
median	1292.6212
Q3	1401.8774
95-th percentile	1720.6661
Maximum	1818.3011
Range	746.64826
Interquartile range (IQR)	180.39799

Descriptive statistics

Standard deviation	180.45418
Coefficient of variation (CV)	0.13434984
Kurtosis	-0.028617661
Mean	1343.1664
Median Absolute Deviation (MAD)	78.582296
Skewness	0.97893942
Sum	3237031
Variance	32563.713
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3148459878

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1120.654404	1	< 0.1%
1117.136987	1	< 0.1%
1112.374701	1	< 0.1%
1106.750307	1	< 0.1%
1106.639691	1	< 0.1%
1107.02112	1	< 0.1%
1107.043032	1	< 0.1%
1104.109372	1	< 0.1%
1100.984434	1	< 0.1%
1099.567037	1	< 0.1%
Other values (2400)	2400	99.6%

Value	Count	Frequency (%)
1071.652817	1	< 0.1%
1071.76036	1	< 0.1%
1071.802567	1	< 0.1%
1071.805012	1	< 0.1%
1071.824138	1	< 0.1%
1071.901629	1	< 0.1%
1071.914146	1	< 0.1%
1071.937432	1	< 0.1%
1071.947414	1	< 0.1%
1071.955572	1	< 0.1%

Value	Count	Frequency (%)
1818.301076	1	< 0.1%
1818.273024	1	< 0.1%
1818.151327	1	< 0.1%
1818.062978	1	< 0.1%
1817.029615	1	< 0.1%
1816.987054	1	< 0.1%
1813.989455	1	< 0.1%
1813.930928	1	< 0.1%
1813.728754	1	< 0.1%
1813.669161	1	< 0.1%

ACF and PACF

WMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2410
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.5213
Minimum	1063.5255
Maximum	1843.5218
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1063.5255
5-th percentile	1116.3345
Q1	1224.1659
median	1290.9536
Q3	1401.7823
95-th percentile	1719.1016
Maximum	1843.5218
Range	779.99636
Interquartile range (IQR)	177.61634

Descriptive statistics

Standard deviation	179.21099
Coefficient of variation (CV)	0.13348838
Kurtosis	0.024662551
Mean	1342.5213
Median Absolute Deviation (MAD)	78.681836
Skewness	0.98767771
Sum	3235476.3
Variance	32116.579
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.30221333

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1108.918164	1	< 0.1%
1102.899989	1	< 0.1%
1097.545441	1	< 0.1%
1093.041808	1	< 0.1%
1093.494547	1	< 0.1%
1096.798189	1	< 0.1%
1099.416375	1	< 0.1%
1093.141835	1	< 0.1%
1085.745461	1	< 0.1%
1081.476361	1	< 0.1%
Other values (2400)	2400	99.6%

Value	Count	Frequency (%)
1063.525453	1	< 0.1%
1064.576374	1	< 0.1%
1066.749088	1	< 0.1%
1067.254568	1	< 0.1%
1067.461816	1	< 0.1%
1068.381818	1	< 0.1%
1068.53819	1	< 0.1%
1068.549106	1	< 0.1%
1069.012733	1	< 0.1%
1069.572729	1	< 0.1%

Value	Count	Frequency (%)
1843.521815	1	< 0.1%
1839.280003	1	< 0.1%
1837.823648	1	< 0.1%
1837.552719	1	< 0.1%
1835.069103	1	< 0.1%
1830.805449	1	< 0.1%
1830.123622	1	< 0.1%
1824.19092	1	< 0.1%
1823.372732	1	< 0.1%
1821.701807	1	< 0.1%

ACF and PACF

MidPrice
Numeric time series

High correlation Non stationary Seasonal

Distinct	1402
Distinct (%)	58.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1341.8117
Minimum	1064.55
Maximum	1852.2
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1064.55
5-th percentile	1119.3675
Q1	1223.1125
median	1292.05
Q3	1399.4875
95-th percentile	1715.9975
Maximum	1852.2
Range	787.65002
Interquartile range (IQR)	176.37494

Descriptive statistics

Standard deviation	178.09249
Coefficient of variation (CV)	0.13272539
Kurtosis	0.027738729
Mean	1341.8117
Median Absolute Deviation (MAD)	79.474976
Skewness	0.9861511
Sum	3233766.3
Variance	31716.935
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2810420556

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1239.950012	10	0.4%
1308.200012	10	0.4%
1067.5	9	0.4%
1225.299988	8	0.3%
1322.799988	8	0.3%
1659.75	8	0.3%
1326	8	0.3%
1224.5	7	0.3%
1303	7	0.3%
1252.299988	7	0.3%
Other values (1392)	2328	96.6%

Value	Count	Frequency (%)
1064.549988	1	< 0.1%
1066.200012	2	0.1%
1066.25	1	< 0.1%
1067	1	< 0.1%
1067.5	9	0.4%
1068.25	2	0.1%
1068.5	1	< 0.1%
1069.650024	1	< 0.1%
1071.75	2	0.1%
1074.650024	4	0.2%

Value	Count	Frequency (%)
1852.200012	1	< 0.1%
1847.349976	2	0.1%
1843.700012	1	< 0.1%
1840.049988	3	0.1%
1824.900024	2	0.1%
1816.550049	2	0.1%
1809.450012	3	0.1%
1808.300049	7	0.3%
1807.549988	1	< 0.1%
1806.100037	1	< 0.1%

ACF and PACF

BOP
Real number (ℝ)

Zeros

Distinct	1975
Distinct (%)	82.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0023850324

Minimum	-2.7037707
Maximum	2.7627087
Zeros	258
Zeros (%)	10.7%
Negative	1078
Negative (%)	44.7%
Memory size	37.7 KiB

Quantile statistics

Minimum	-2.7037707
5-th percentile	-0.94942706
Q1	-0.52546209
median	0
Q3	0.51035496
95-th percentile	0.9380069
Maximum	2.7627087
Range	5.4664794
Interquartile range (IQR)	1.035817

Descriptive statistics

Standard deviation	0.60119757
Coefficient of variation (CV)	-252.07102
Kurtosis	-0.63483285
Mean	-0.0023850324
Median Absolute Deviation (MAD)	0.52106125
Skewness	0.04036185
Sum	-5.7479282
Variance	0.36143852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	258	10.7%
-1	78	3.2%
1	74	3.1%
-0.5	4	0.2%
-0.6666666667	3	0.1%
0.7364327148	2	0.1%
-0.5846135066	2	0.1%
-0.5041312309	2	0.1%
0.2499978807	2	0.1%
0.5	2	0.1%
Other values (1965)	1983	82.3%

Value	Count	Frequency (%)
-2.703770685	1	< 0.1%
-1.740754137	1	< 0.1%
-1.239478851	1	< 0.1%
-1.143006627	1	< 0.1%
-1.052082804	1	< 0.1%
-1	78	3.2%
-0.9974201667	1	< 0.1%
-0.995328249	1	< 0.1%
-0.9945959143	1	< 0.1%
-0.9939039368	1	< 0.1%

Value	Count	Frequency (%)
2.762708708	1	< 0.1%
2.750012716	1	< 0.1%
1.632767349	1	< 0.1%
1.263138452	1	< 0.1%
1.058397933	1	< 0.1%
1.043013717	1	< 0.1%
1	74	3.1%
0.9965165242	1	< 0.1%
0.9961794894	1	< 0.1%
0.9961547852	1	< 0.1%

CMO
Numeric time series

High correlation

Distinct	2407
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.6005636
Minimum	-73.147026
Maximum	80.217411
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-73.147026
5-th percentile	-48.086638
Q1	-17.919796
median	1.9558174
Q3	23.70772
95-th percentile	52.738509
Maximum	80.217411
Range	153.36444
Interquartile range (IQR)	41.627516

Descriptive statistics

Standard deviation	29.973241
Coefficient of variation (CV)	11.525671
Kurtosis	-0.50782857
Mean	2.6005636
Median Absolute Deviation (MAD)	20.654515
Skewness	0.00050734213
Sum	6267.3583
Variance	898.39518
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	9.454947085 × 10^-18

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
32.56561351	2	0.1%
-21.50095553	2	0.1%
-32.94767496	2	0.1%
1.283223392	1	< 0.1%
6.620201232	1	< 0.1%
6.336373251	1	< 0.1%
23.71481591	1	< 0.1%
33.0374231	1	< 0.1%
35.72301983	1	< 0.1%
44.26104995	1	< 0.1%
Other values (2397)	2397	99.5%

Value	Count	Frequency (%)
-73.14702569	1	< 0.1%
-70.79530689	1	< 0.1%
-69.81896152	1	< 0.1%
-68.80640999	1	< 0.1%
-68.74365026	1	< 0.1%
-67.08017248	1	< 0.1%
-66.99285958	1	< 0.1%
-66.49309599	1	< 0.1%
-66.28253171	1	< 0.1%
-66.14102153	1	< 0.1%

Value	Count	Frequency (%)
80.21741144	1	< 0.1%
78.55154684	1	< 0.1%
77.7912872	1	< 0.1%
76.20272699	1	< 0.1%
76.15075746	1	< 0.1%
76.04677322	1	< 0.1%
73.38323427	1	< 0.1%
72.44739409	1	< 0.1%
72.22694091	1	< 0.1%
71.12379693	1	< 0.1%

ACF and PACF

MFI
Numeric time series

Distinct	2409
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.082793
Minimum	-1.0555854 × 10^-13
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-1.0555854 × 10^-13
5-th percentile	1.5297483
Q1	23.851568
median	44.791812
Q3	70.346482
95-th percentile	98.730093
Maximum	100
Range	100
Interquartile range (IQR)	46.494914

Descriptive statistics

Standard deviation	29.732118
Coefficient of variation (CV)	0.63148586
Kurtosis	-1.0297891
Mean	47.082793
Median Absolute Deviation (MAD)	22.915847
Skewness	0.14993581
Sum	113469.53
Variance	883.99884
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.215006197 × 10^-13

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
31.63582704	2	0.1%
74.09558369	1	< 0.1%
74.19925746	1	< 0.1%
74.12735568	1	< 0.1%
74.17095247	1	< 0.1%
74.22647174	1	< 0.1%
74.26053706	1	< 0.1%
74.30754601	1	< 0.1%
73.92296106	1	< 0.1%
74.383425	1	< 0.1%
Other values (2399)	2399	99.5%

Value	Count	Frequency (%)
-1.055585375 × 10^-13	1	< 0.1%
-8.486371619 × 10^-14	1	< 0.1%
0.01978739156	1	< 0.1%
0.02009422441	1	< 0.1%
0.02197089819	1	< 0.1%
0.02200934187	1	< 0.1%
0.0223948831	1	< 0.1%
0.02248953769	1	< 0.1%
0.02415029851	1	< 0.1%
0.03542902716	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
100	1	< 0.1%
100	1	< 0.1%
99.98924864	1	< 0.1%
99.98920962	1	< 0.1%
99.98891351	1	< 0.1%
99.98875766	1	< 0.1%
99.98867452	1	< 0.1%
99.98844335	1	< 0.1%
99.9880335	1	< 0.1%

ACF and PACF

ROC
Numeric time series

High correlation

Distinct	2408
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.17111858
Minimum	-14.962502
Maximum	12.136097
Zeros	2
Zeros (%)	0.1%
Memory size	37.7 KiB

Quantile statistics

Minimum	-14.962502
5-th percentile	-4.8709027
Q1	-1.6410858
median	0.2430142
Q3	2.1162971
95-th percentile	5.0247534
Maximum	12.136097
Range	27.098599
Interquartile range (IQR)	3.7573829

Descriptive statistics

Standard deviation	3.082077
Coefficient of variation (CV)	18.011352
Kurtosis	1.2655161
Mean	0.17111858
Median Absolute Deviation (MAD)	1.8799461
Skewness	-0.28771898
Sum	412.39579
Variance	9.4991984
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.948709023 × 10^-16

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
0	2	0.1%
0.02279659924	2	0.1%
-1.124220709	1	< 0.1%
-0.5355248423	1	< 0.1%
2.514445748	1	< 0.1%
3.816914685	1	< 0.1%
4.368498475	1	< 0.1%
5.816441979	1	< 0.1%
5.828113592	1	< 0.1%
6.097864752	1	< 0.1%
Other values (2398)	2398	99.5%

Value	Count	Frequency (%)
-14.96250153	1	< 0.1%
-12.0644566	1	< 0.1%
-12.01171454	1	< 0.1%
-11.95479206	1	< 0.1%
-11.79164089	1	< 0.1%
-11.78548218	1	< 0.1%
-11.65397813	1	< 0.1%
-11.43201554	1	< 0.1%
-11.36276124	1	< 0.1%
-11.19656923	1	< 0.1%

Value	Count	Frequency (%)
12.13609714	1	< 0.1%
11.85909392	1	< 0.1%
10.99067973	1	< 0.1%
10.43737604	1	< 0.1%
10.29721665	1	< 0.1%
9.823697503	1	< 0.1%
9.448472266	1	< 0.1%
8.557159261	1	< 0.1%
8.431130327	1	< 0.1%
8.404483732	1	< 0.1%

ACF and PACF

WILLR
Numeric time series

High correlation Zeros

Distinct	2319
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-47.616907
Minimum	-100
Maximum	8.8327657
Zeros	43
Zeros (%)	1.8%
Memory size	37.7 KiB

Quantile statistics

Minimum	-100
5-th percentile	-96.03435
Q1	-77.309492
median	-46.139083
Q3	-16.481451
95-th percentile	-2.3668928
Maximum	8.8327657
Range	108.83277
Interquartile range (IQR)	60.828041

Descriptive statistics

Standard deviation	32.083194
Coefficient of variation (CV)	-0.67377738
Kurtosis	-1.3851864
Mean	-47.616907
Median Absolute Deviation (MAD)	30.328977
Skewness	-0.07561511
Sum	-114756.74
Variance	1029.3314
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	5.876136886 × 10^-24

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-0	43	1.8%
-100	40	1.7%
-100	2	0.1%
-23.08816349	2	0.1%
-85.95509471	2	0.1%
-79.05489887	2	0.1%
-14.61557242	2	0.1%
-75.51020408	2	0.1%
-12.18472633	2	0.1%
-25.30327199	2	0.1%
Other values (2309)	2311	95.9%

Value	Count	Frequency (%)
-100	2	0.1%
-100	40	1.7%
-100	1	< 0.1%
-99.85055972	1	< 0.1%
-99.83900866	1	< 0.1%
-99.83556627	1	< 0.1%
-99.59121427	1	< 0.1%
-99.57291667	1	< 0.1%
-99.5641295	1	< 0.1%
-99.54209655	1	< 0.1%

Value	Count	Frequency (%)
8.832765662	1	< 0.1%
1.810916093	1	< 0.1%
-0	43	1.8%
-0.1129667638	1	< 0.1%
-0.1666259766	1	< 0.1%
-0.1750886667	1	< 0.1%
-0.1798122839	1	< 0.1%
-0.2269783097	1	< 0.1%
-0.2308902383	1	< 0.1%
-0.3141872546	1	< 0.1%

ACF and PACF

AD
Numeric time series

High correlation Non stationary Seasonal

Distinct	2256
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-455276.97
Minimum	-1234611.5
Maximum	602582.62
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-1234611.5
5-th percentile	-1060785.4
Q1	-809254.59
median	-411440.77
Q3	-43028.512
95-th percentile	130231.4
Maximum	602582.62
Range	1837194.1
Interquartile range (IQR)	766226.08

Descriptive statistics

Standard deviation	419574.18
Coefficient of variation (CV)	-0.92158006
Kurtosis	-0.8384124
Mean	-455276.97
Median Absolute Deviation (MAD)	387129.2
Skewness	0.044069327
Sum	-1.0972175 × 10⁹
Variance	1.760425 × 10¹¹
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4862395884

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-283378.1018	8	0.3%
-435654.285	6	0.2%
-406646.4175	5	0.2%
-3775.075883	4	0.2%
-413454.4718	4	0.2%
-669727.77	4	0.2%
-502.3646478	4	0.2%
-484.2885399	3	0.1%
-669731.77	3	0.1%
-608439.4488	3	0.1%
Other values (2246)	2366	98.2%

Value	Count	Frequency (%)
-1234611.529	1	< 0.1%
-1231919.176	1	< 0.1%
-1230671.813	1	< 0.1%
-1230380.154	1	< 0.1%
-1230376.42	1	< 0.1%
-1230128.872	1	< 0.1%
-1230115.997	1	< 0.1%
-1229927.086	1	< 0.1%
-1229614.842	1	< 0.1%
-1229505.432	1	< 0.1%

Value	Count	Frequency (%)
602582.6186	1	< 0.1%
602414.2226	1	< 0.1%
602361.1719	1	< 0.1%
602341.1744	1	< 0.1%
602314.6412	1	< 0.1%
602214.5471	1	< 0.1%
601905.2581	1	< 0.1%
601888.0712	1	< 0.1%
601859.5981	1	< 0.1%
601784.5981	1	< 0.1%

ACF and PACF

OBV
Numeric time series

High correlation Non stationary Seasonal

Distinct	2316
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-894981.45
Minimum	-2560065
Maximum	249125
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-2560065
5-th percentile	-2282014.6
Q1	-1566746.8
median	-600251.5
Q3	-178741.75
95-th percentile	213966.9
Maximum	249125
Range	2809190
Interquartile range (IQR)	1388005

Descriptive statistics

Standard deviation	814177.56
Coefficient of variation (CV)	-0.90971445
Kurtosis	-1.1883313
Mean	-894981.45
Median Absolute Deviation (MAD)	604391
Skewness	-0.38004736
Sum	-2.1569053 × 10⁹
Variance	6.6288509 × 10¹¹
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.7611205035

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-2537169	6	0.2%
-2282232	4	0.2%
-229275	3	0.1%
-2558743	3	0.1%
-2558748	3	0.1%
-2221882	3	0.1%
-1878853	3	0.1%
-1988855	3	0.1%
-2221881	2	0.1%
-444954	2	0.1%
Other values (2306)	2378	98.7%

Value	Count	Frequency (%)
-2560065	1	< 0.1%
-2560056	1	< 0.1%
-2559952	1	< 0.1%
-2559849	1	< 0.1%
-2559815	1	< 0.1%
-2559728	1	< 0.1%
-2559548	1	< 0.1%
-2559353	1	< 0.1%
-2559277	1	< 0.1%
-2558978	1	< 0.1%

Value	Count	Frequency (%)
249125	1	< 0.1%
249091	1	< 0.1%
249048	1	< 0.1%
249045	1	< 0.1%
249019	2	0.1%
249001	1	< 0.1%
248982	1	< 0.1%
248964	1	< 0.1%
248955	1	< 0.1%
248909	1	< 0.1%

ACF and PACF

NATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2410
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.1825841
Minimum	0.50183061
Maximum	3.3283981
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.50183061
5-th percentile	0.66059166
Q1	0.87802485
median	1.1227111
Q3	1.3817588
95-th percentile	1.932455
Maximum	3.3283981
Range	2.8265675
Interquartile range (IQR)	0.50373393

Descriptive statistics

Standard deviation	0.41686924
Coefficient of variation (CV)	0.35250705
Kurtosis	2.4708718
Mean	1.1825841
Median Absolute Deviation (MAD)	0.25086123
Skewness	1.274142
Sum	2850.0277
Variance	0.17377996
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.0007040159619

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1.461417509	1	< 0.1%
1.46284803	1	< 0.1%
1.507676938	1	< 0.1%
1.50826724	1	< 0.1%
1.570800727	1	< 0.1%
1.558481648	1	< 0.1%
1.55973296	1	< 0.1%
1.86742524	1	< 0.1%
1.909019894	1	< 0.1%
1.892299289	1	< 0.1%
Other values (2400)	2400	99.6%

Value	Count	Frequency (%)
0.5018306113	1	< 0.1%
0.5154722927	1	< 0.1%
0.5174619423	1	< 0.1%
0.5228835798	1	< 0.1%
0.5403797472	1	< 0.1%
0.5435462956	1	< 0.1%
0.5435690736	1	< 0.1%
0.5541379804	1	< 0.1%
0.5558183037	1	< 0.1%
0.5573688265	1	< 0.1%

Value	Count	Frequency (%)
3.328398137	1	< 0.1%
3.297336294	1	< 0.1%
3.142683734	1	< 0.1%
3.129439244	1	< 0.1%
3.123114087	1	< 0.1%
3.049894696	1	< 0.1%
3.0235074	1	< 0.1%
3.01898457	1	< 0.1%
2.921445457	1	< 0.1%
2.886098606	1	< 0.1%

ACF and PACF

ATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2410
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.065297
Minimum	6.4264427
Maximum	54.425832
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	6.4264427
5-th percentile	8.3676496
Q1	11.326465
median	14.83974
Q3	18.424947
95-th percentile	29.433613
Maximum	54.425832
Range	47.999389
Interquartile range (IQR)	7.0984819

Descriptive statistics

Standard deviation	6.9391603
Coefficient of variation (CV)	0.43193476
Kurtosis	5.2749594
Mean	16.065297
Median Absolute Deviation (MAD)	3.5355933
Skewness	1.8981636
Sum	38717.366
Variance	48.151945
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.004233146172

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
16.04490319	1	< 0.1%
15.86312439	1	< 0.1%
16.33718693	1	< 0.1%
16.33453421	1	< 0.1%
17.3463532	1	< 0.1%
17.41447431	1	< 0.1%
17.33487249	1	< 0.1%
19.8395262	1	< 0.1%
20.08670639	1	< 0.1%
20.16623259	1	< 0.1%
Other values (2400)	2400	99.6%

Value	Count	Frequency (%)
6.426442686	1	< 0.1%
6.605401693	1	< 0.1%
6.613509516	1	< 0.1%
6.659445144	1	< 0.1%
6.734507386	1	< 0.1%
6.791007954	1	< 0.1%
6.947662145	1	< 0.1%
6.983775723	1	< 0.1%
6.995984238	1	< 0.1%
7.044162412	1	< 0.1%

Value	Count	Frequency (%)
54.42583206	1	< 0.1%
53.00474034	1	< 0.1%
50.74491272	1	< 0.1%
50.58112802	1	< 0.1%
50.45390808	1	< 0.1%
50.02742418	1	< 0.1%
49.43587233	1	< 0.1%
48.99291465	1	< 0.1%
48.37913677	1	< 0.1%
48.12291244	1	< 0.1%

ACF and PACF

TRANGE
Real number (ℝ)

High correlation

Distinct	648
Distinct (%)	26.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.075477

Minimum	0.099975586
Maximum	163
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.099975586
5-th percentile	3.7000732
Q1	8.3000488
median	13.099976
Q3	20.274963
95-th percentile	38.154962
Maximum	163
Range	162.90002
Interquartile range (IQR)	11.974915

Descriptive statistics

Standard deviation	12.479958
Coefficient of variation (CV)	0.77633515
Kurtosis	18.037362
Mean	16.075477
Median Absolute Deviation (MAD)	5.5
Skewness	3.0354281
Sum	38741.9
Variance	155.74935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.5	18	0.7%
9	17	0.7%
8	17	0.7%
14.40002441	16	0.7%
11.30004883	16	0.7%
10	16	0.7%
11.5	15	0.6%
5	15	0.6%
14	15	0.6%
7.099975586	15	0.6%
Other values (638)	2250	93.4%

Value	Count	Frequency (%)
0.09997558594	3	0.1%
0.1999511719	3	0.1%
0.3000488281	2	0.1%
0.3999023438	2	0.1%
0.5999755859	5	0.2%
0.6999511719	2	0.1%
0.8000488281	2	0.1%
0.8999023438	1	< 0.1%
0.9000244141	1	< 0.1%
1	3	0.1%

Value	Count	Frequency (%)
163	1	< 0.1%
121.4000244	1	< 0.1%
105.2000732	1	< 0.1%
102.8999023	1	< 0.1%
101.9000244	1	< 0.1%
99.40002441	1	< 0.1%
98.19995117	1	< 0.1%
94.09997559	1	< 0.1%
84.70007324	1	< 0.1%
84.5	1	< 0.1%

TSF
Numeric time series

High correlation Non stationary Unique

Distinct	2410
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1343.1491
Minimum	1056.7846
Maximum	1888.4583
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1056.7846
5-th percentile	1119.7434
Q1	1220.8973
median	1291.4956
Q3	1407.2948
95-th percentile	1720.5635
Maximum	1888.4583
Range	831.67364
Interquartile range (IQR)	186.39747

Descriptive statistics

Standard deviation	181.15437
Coefficient of variation (CV)	0.13487286
Kurtosis	0.096885649
Mean	1343.1491
Median Absolute Deviation (MAD)	81.956585
Skewness	0.98472909
Sum	3236989.4
Variance	32816.905
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4087845572

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1094.545033	1	< 0.1%
1085.425272	1	< 0.1%
1077.28241	1	< 0.1%
1071.496695	1	< 0.1%
1075.814288	1	< 0.1%
1081.571445	1	< 0.1%
1087.312118	1	< 0.1%
1080.967068	1	< 0.1%
1072.153864	1	< 0.1%
1071.453843	1	< 0.1%
Other values (2400)	2400	99.6%

Value	Count	Frequency (%)
1056.784609	1	< 0.1%
1057.547257	1	< 0.1%
1057.926381	1	< 0.1%
1057.938458	1	< 0.1%
1058.305496	1	< 0.1%
1058.949437	1	< 0.1%
1060.77256	1	< 0.1%
1061.138459	1	< 0.1%
1061.182409	1	< 0.1%
1061.443986	1	< 0.1%

Value	Count	Frequency (%)
1888.458252	1	< 0.1%
1875.197794	1	< 0.1%
1864.256038	1	< 0.1%
1863.53079	1	< 0.1%
1855.987911	1	< 0.1%
1852.848367	1	< 0.1%
1850.526373	1	< 0.1%
1848.895608	1	< 0.1%
1839.485708	1	< 0.1%
1838.529656	1	< 0.1%

ACF and PACF

	AD	ATR	BOP	CMO	EMA	KAMA	MA	MFI	MidPrice	NATR	OBV	ROC	TRANGE	TSF	WILLR	WMA	close
AD	1.000	0.308	0.053	0.162	0.577	0.578	0.574	0.161	0.571	0.108	0.538	0.096	0.178	0.576	0.144	0.577	0.580
ATR	0.308	1.000	0.021	0.006	0.443	0.445	0.444	0.094	0.441	0.926	0.572	0.003	0.576	0.435	0.008	0.442	0.436
BOP	0.053	0.021	1.000	0.330	0.027	0.025	0.020	0.066	0.022	-0.004	0.046	0.257	0.024	0.039	0.388	0.028	0.083
CMO	0.162	0.006	0.330	1.000	0.091	0.079	0.075	0.375	0.072	-0.063	0.063	0.867	0.041	0.192	0.912	0.114	0.205
EMA	0.577	0.443	0.027	0.091	1.000	0.998	0.999	0.091	0.998	0.115	0.341	0.046	0.251	0.988	0.049	0.999	0.989
KAMA	0.578	0.445	0.025	0.079	0.998	1.000	0.997	0.085	0.996	0.119	0.349	0.035	0.252	0.986	0.036	0.997	0.986
MA	0.574	0.444	0.020	0.075	0.999	0.997	1.000	0.090	0.999	0.117	0.339	0.028	0.251	0.986	0.029	0.998	0.985
MFI	0.161	0.094	0.066	0.375	0.091	0.085	0.090	1.000	0.086	0.053	0.152	0.301	0.058	0.145	0.323	0.105	0.132
MidPrice	0.571	0.441	0.022	0.072	0.998	0.996	0.999	0.086	1.000	0.114	0.335	0.019	0.249	0.983	0.022	0.997	0.984
NATR	0.108	0.926	-0.004	-0.063	0.115	0.119	0.117	0.053	0.114	1.000	0.482	-0.046	0.545	0.106	-0.052	0.113	0.105
OBV	0.538	0.572	0.046	0.063	0.341	0.349	0.339	0.152	0.335	0.482	1.000	0.034	0.294	0.336	0.078	0.340	0.339
ROC	0.096	0.003	0.257	0.867	0.046	0.035	0.028	0.301	0.019	-0.046	0.034	1.000	0.038	0.157	0.870	0.070	0.152
TRANGE	0.178	0.576	0.024	0.041	0.251	0.252	0.251	0.058	0.249	0.545	0.294	0.038	1.000	0.251	0.023	0.252	0.250
TSF	0.576	0.435	0.039	0.192	0.988	0.986	0.986	0.145	0.983	0.106	0.336	0.157	0.251	1.000	0.144	0.993	0.992
WILLR	0.144	0.008	0.388	0.912	0.049	0.036	0.029	0.323	0.022	-0.052	0.078	0.870	0.023	0.144	1.000	0.068	0.165
WMA	0.577	0.442	0.028	0.114	0.999	0.997	0.998	0.105	0.997	0.113	0.340	0.070	0.252	0.993	0.068	1.000	0.991
close	0.580	0.436	0.083	0.205	0.989	0.986	0.985	0.132	0.984	0.105	0.339	0.152	0.250	0.992	0.165	0.991	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	close	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2010-01-26	2010-01-26	1097.900024	1117.499988	1111.457679	1120.654404	1108.918164	1120.099976	0.000000	-14.699783	64.341830	-4.588505	-80.946248	502.508257	662.0	1.461418	16.044903	2.700073	1094.545033
2010-01-27	2010-01-27	1084.400024	1113.049988	1106.538106	1117.136987	1102.899989	1114.450012	0.000000	-25.747534	0.175818	-3.941890	-98.209686	502.508257	-206032.0	1.462848	15.863124	13.500000	1085.425272
2010-01-28	2010-01-28	1083.599976	1107.769983	1102.367537	1112.374701	1097.545441	1109.549988	-0.186670	-26.375428	0.118218	-4.646256	-88.181790	-7141.076639	-307200.0	1.507677	16.337187	22.500000	1077.282410
2010-01-29	2010-01-29	1083.000000	1101.809985	1098.846166	1106.750307	1093.041808	1106.449951	-0.122699	-26.890566	0.096377	-5.216172	-88.863581	-6649.136970	-318656.0	1.508267	16.334534	16.300049	1071.496695
2010-02-01	2010-02-01	1104.300049	1099.229993	1099.837781	1106.639691	1093.494547	1106.449951	0.763936	0.555807	0.806533	-2.282977	-62.976074	-4679.497626	-316204.0	1.570801	17.346353	30.500000	1075.814288
2010-02-02	2010-02-02	1117.400024	1097.000000	1103.030916	1107.021120	1096.798189	1103.099976	0.000000	13.361779	1.845782	-1.956649	-39.202161	-1753.334679	-312878.0	1.558482	17.414474	18.300049	1081.571445
2010-02-03	2010-02-03	1111.400024	1096.909998	1104.552572	1107.043032	1099.416375	1099.049988	-0.269939	6.389570	2.109863	-0.080916	-47.455248	-2313.275232	-313731.0	1.559733	17.334872	16.300049	1087.312118
2010-02-04	2010-02-04	1062.400024	1092.880005	1096.888473	1104.109372	1093.141835	1091.950012	-0.920697	-31.718060	2.075298	-3.654659	-95.786832	-3551.714714	-315157.0	1.867425	19.839526	52.400024	1080.967068
2010-02-05	2010-02-05	1052.199951	1089.180005	1088.763287	1100.984434	1085.745461	1085.049988	0.000000	-36.942218	2.063641	-3.396989	-92.592593	-4332.438207	-317113.0	1.909020	20.086706	23.300049	1072.153864
2010-02-08	2010-02-08	1065.699951	1086.230005	1084.569953	1099.567037	1081.476361	1085.049988	0.000000	-23.092814	2.217049	-2.693572	-76.651494	-4499.933583	-316564.0	1.892299	20.166233	21.200073	1071.453843

	Date	close	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2019-08-13	2019-08-13	1502.199951	1473.869995	1479.074797	1481.935639	1489.005449	1466.150024	-0.171909	53.285527	25.824337	5.070994	-22.375535	-209982.224260	-1736356.0	1.367460	20.541978	47.700073	1522.081311
2019-08-14	2019-08-14	1515.900024	1482.850000	1485.770293	1490.011552	1496.647272	1466.150024	0.676597	59.871591	25.908094	6.296897	-11.877395	-209782.632089	-1736028.0	1.369039	20.753265	23.500000	1530.593413
2019-08-15	2019-08-15	1519.599976	1492.719995	1491.921145	1498.483000	1503.329086	1481.850037	-0.016535	61.500368	25.929093	6.946298	-9.042183	-209740.210340	-1735941.0	1.325031	20.135173	12.099976	1537.608794
2019-08-16	2019-08-16	1512.500000	1499.409998	1495.662755	1501.136732	1506.925451	1485.900024	-0.608038	48.636991	91.295900	4.627838	-14.482777	-210132.389109	-1737756.0	1.330141	20.118377	19.900024	1539.456047
2019-08-19	2019-08-19	1500.400024	1502.990002	1496.524076	1501.080501	1507.105455	1494.549988	-0.462582	29.157164	43.895422	2.444357	-23.754789	-210128.204740	-1737961.0	1.338400	20.081348	19.599976	1536.559345
2019-08-20	2019-08-20	1504.599976	1506.209998	1497.992422	1501.322022	1507.398178	1502.299988	0.825581	32.565614	59.318731	2.186902	-20.536436	-209811.740105	-1737475.0	1.280158	19.261250	8.599976	1531.898895
2019-08-21	2019-08-21	1504.599976	1505.939990	1499.193795	1501.348692	1507.105447	1507.549988	-0.048395	32.565614	76.637869	-0.179133	-27.043446	-209506.904508	-1737475.0	1.218151	18.328300	6.199951	1523.736256
2019-08-22	2019-08-22	1497.300049	1505.900000	1498.849478	1501.329715	1505.534548	1507.549988	0.628592	20.160212	64.207443	-0.026701	-37.472501	-208820.904508	-1738161.0	1.188176	17.790559	10.799927	1515.071433
2019-08-23	2019-08-23	1526.599976	1508.900000	1503.895023	1503.131655	1509.298180	1507.549988	0.970674	43.669103	64.270827	2.004544	-6.512950	-207895.558508	-1737178.0	1.241682	18.955517	34.099976	1516.414278
2019-08-26	2019-08-26	1526.300049	1511.000000	1507.968664	1504.263387	1512.461825	1513.500000	-0.889469	43.189557	63.750455	1.395071	-24.251036	-208159.242719	-1737512.0	1.242134	18.958695	19.000000	1516.998912

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample